OpenAI just announced a new tool called Aardvark. It is a security researcher powered by GPT-5. It runs in private beta right now, which means only a few people can use it so far.
Aardvark matters because software teams face huge risks from security bugs. In 2024, there were over 40,000 new security problems reported in software. Many companies find it hard to keep up. Aardvark is meant to help by finding issues faster and fixing them before they become a problem.
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What Is Aardvark?
Aardvark is an AI agent that works like a human security expert. It watches code all the time, finds bugs, checks if those bugs are real, and even suggests fixes. It uses GPT-5, the latest version of OpenAI’s large language model, to read and understand code in a smart way. This is different from old tools that just look for basic patterns or known mistakes. More details are available from the official OpenAI beta signup page and expert analysis.
Why Do Developers Need It?
Most security teams get too many alerts to check. They miss hidden bugs that are hard to spot. Old tools can find simple problems but may miss tough logic errors or privacy risks. Aardvark is designed to catch these harder issues. It finds problems in real time, every time someone changes code. In tests, it found 92% of known bugs on special test projects and discovered 10 new security problems in open-source code. You can read more about the numbers and challenges in this news article.
How Does Aardvark Work?
Aardvark uses several steps to keep code safe:
- Watches code 24/7: It checks every change as soon as it happens.
- Thinks like a human: Instead of only looking for basic patterns, it reads code and figures out what it does.
- Tests bugs: It tries to see if a bug can really be used by hackers. This avoids false alarms.
- Sends fixes: When it finds a problem, it offers a solution and adds notes for developers to review. Learn more about this process from eSecurity Planet.
How Has Aardvark Performed So Far?
Aardvark has been tested on OpenAI’s own projects and with early partners. It catches most bugs and does not send too many false alarms. It even finds errors that older tools miss, such as tricky logic mistakes and privacy leaks. All the new bugs found in open-source projects have been shared in a responsible way with the developers. OpenAI also offers free scans for some public projects to help the whole software community. See the latest results and responsible disclosure policy at Ken Huang’s Substack.
Where Does Aardvark Fit in OpenAI’s Plans?
Aardvark is not the only AI agent OpenAI is working on. The company has built several agents with special skills:
- ChatGPT Agent: Helps with documents and web tasks.
- Codex Agent: Codes and builds software.
- Aardvark: Focuses on security and fixing bugs.
The company wants AI agents to work together and handle complex jobs. This new approach started with a recent release of Aardvark and a safety model called gpt-oss-safeguard, which helps apply safety rules during AI use. Read more about OpenAI’s agent strategy in The Verge.
How Can Developers Join the Beta?
Aardvark is in private beta now. Developers and security teams can ask to join by filling out a form on the OpenAI site. The team wants feedback to make the agent better before it launches for everyone.
What’s Next for AI Security Agents?
Aardvark is just the start of new AI helpers for software teams. There are still many hard problems to solve. Security bugs keep growing, and new software comes out every day. AI agents like Aardvark could help teams spot and fix problems faster, making software safer for everyone. You can follow recent news and expert opinions at TechCrunch, Ars Technica, and YouTube.
Conclusion
Aardvark shows how AI can help make software safer. It works fast, finds tough bugs, and suggests real fixes. As more teams try it, Aardvark could change the way we protect code. The future will bring more smart agents to help with many tasks, not just security. Stay tuned for updates on how AI keeps growing in the software world.

